An improved optimization method based on krill herd and artificial bee colony with information exchange
文献类型：期刊论文
| 作者 | Wang, H. Q.; Yi, J. H. |
| 刊名 | Memetic Computing
 |
| 出版日期 | 2018 |
| 卷号 | 10期号:2页码:177-198 |
| 关键词 | Global optimization Krill herd Artificial bee colony Elitism scheme Constrained optimization Real world problems global optimization harmony search algorithm Computer Science Operations Research & Management Science |
| ISSN号 | 1865-9284 |
| DOI | 10.1007/s12293-017-0241-6 |
| 英文摘要 | This study presents a robust optimization algorithm based on hybridization of krill herd (KH) and artificial bee colony (ABC) methods and the information exchange concept. The global optimal solutions found by the proposed hybrid KH and ABC (KHABC) algorithm are considered as a neighbor food source for onlooker bees in ABC. Thereafter, a local search is performed by the onlooker bees in order to find a better solution around the given neighbor food source. Both the methodsthe KH and ABC share the globally best solutions through the information exchange process between the krill and bees. Based on the results, the exchange process significantly improves exploration and exploitation of the hybrid method. Besides, a focused elitism scheme is introduced to enhance the performance of the developed algorithm. The validity of the KHABC method is verified using thirteen unconstrained benchmark functions, twenty-one CEC 2017 constrained real-parameter optimization problems, and ten CEC 2011 real world problems. The proposed method clearly demonstrates its ability to be a competitive optimization tool towards solving benchmark functions and real world problems. |
| 源URL | [http://ir.ciomp.ac.cn/handle/181722/60907]  |
| 专题 | 中国科学院长春光学精密机械与物理研究所 |
| 推荐引用方式 GB/T 7714 | Wang, H. Q.,Yi, J. H.. An improved optimization method based on krill herd and artificial bee colony with information exchange[J]. Memetic Computing,2018,10(2):177-198. |
| APA | Wang, H. Q.,&Yi, J. H..(2018).An improved optimization method based on krill herd and artificial bee colony with information exchange.Memetic Computing,10(2),177-198. |
| MLA | Wang, H. Q.,et al."An improved optimization method based on krill herd and artificial bee colony with information exchange".Memetic Computing 10.2(2018):177-198. |
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